{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[541 122  56  56]\n",
      " [295  21  30  30]\n",
      " [652 108  63  63]\n",
      " [115 117  57  57]\n",
      " [344  56  61  61]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#programming_fever\n",
    "#face detection using python\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    " \n",
    "face_cascade = cv2.CascadeClassifier(\"E://OpenCV//haarcascade_frontalface_default.xml\")\n",
    " \n",
    "img = cv2.imread(\"E://OpenCV//elon.jpg\")\n",
    "img = cv2.resize(img,(800,500))\n",
    "gray_img = cv2.cvtColor(img,cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "faces = face_cascade.detectMultiScale(gray_img, scaleFactor =1.05, minNeighbors=3)\n",
    "print(faces)\n",
    "for x,y,w,h in faces:\n",
    "    img = cv2.rectangle(img, (x,y), (x+w,y+h),(0,255,0),3)\n",
    "\n",
    "cv2.imshow(\"facedetection\", img)\n",
    "plt.imshow(img)\n",
    "plt.show()\n",
    " \n",
    "cv2.waitKey(0)\n",
    " \n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
